We obtained genotype data for the Women’s Health Initiative (WHI)19 (link) study from dbGaP (http://www.ncbi.nlm.nih.gov/gap). The dataset included 8,421 African Americans genotyped on Affymetrix 6.0. We removed SNPs with genotype call rates < 90%, HWE P < 10−6, or MAF < 1%, resulting in 829,370 SNPs passing quality control criteria. For our imputation experiments we masked every 10th SNP and repeated in sliding windows, such that each analysis was informed by ~90% of the array SNPs and every array SNP was imputed exactly once.